Eleven of fourteen models named Kantata first on the direct prompt; one named Certinia Professional Services Cloud. Kantata was named by fourteen of the fourteen models and Certinia Professional Services Cloud by twelve and Kantata carries 57 labels and Certinia Professional Services Cloud 34, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the professional services automation page.
Across every category in the November 2026 Edition, Kantata and Certinia Professional Services Cloud were named in the same answer eighty-seven times, of the 158 answers naming Kantata and the 99 naming Certinia Professional Services Cloud. In those answers Certinia Professional Services Cloud took the first choice seven times and Kantata twenty-six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid enterprise tools like Kantata or Deltek (often custom/expensive with setup fees of $2,000+)” Grok 4.20 · budget prompt · hard negative
“Avoid enterprise suites | Kantata, Certinia, and Accelo target larger budgets” Kimi K2 · budget prompt · hard negative
“High cost: Frequently cited as "prohibitively expensive" for smaller teams” Kimi K2 · negative prompt · hard negative
“For mid-market firms (50–500 employees), the strongest options in 2026 are: | Kantata | Mid-market & enterprise services | Deep financial integration, strong reporting |” GLM 4.7 FlashX · scale prompt · first choice
“start by shortlisting Scoro (fastest time-to-value, strong utilization dashboards) and Kantata (if you need enterprise-grade resource planning)” Kimi K2 · paraphrase prompt · first choice
“Choose Kantata for complex, multi-region services organizations that need advanced resource and margin management.” Perplexity Sonar · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Salesforce dependency: Requires Salesforce expertise; updates frequently break custom configurations” Kimi K2 · negative prompt · hard negative
“Avoid enterprise suites | Kantata, Certinia, and Accelo target larger budgets” Kimi K2 · budget prompt · hard negative
“Avoid enterprise-only platforms like Kantata, Certinia, or SAP” GPT-5.4 mini · budget prompt · hard negative
“Certinia is the leading PSA platform built natively on Salesforce, the natural choice for professional services businesses that run Salesforce.” Muse Glimmer 30B · comparative prompt · first choice
“Kantata and Certinia are top choices due to their scalability, integration capabilities, and strong user satisfaction” Mistral Small · direct prompt · first choice
“Top choice if your CRM/Salesforce environment is the center of your universe.” Gemini 3.5 Flash · scale prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.